🎯 Real insights: Measure ROI & productivity gains, spot performance bottlenecks & reliability issues, track adoption trends & user trust via accept/reject ratios, optimize spend based on model efficiency & usage patterns

signoz.io/blog/claude...

📈 Build dashboards: Visualize input/output token usage, sessions & conversations, total costs in USD, terminal type distribution (#VSCode, Apple Terminal), requests per user & tool type usage (Read, Edit, LS, Bash)

⚙️ Setup options: Launch via #VSCode or terminal with environment variables, configure centralized #OTLP exports via #gRPC or #HTTP protocols, use administrator-managed settings for organization-wide control

🛠️ Monitor logs & events: user prompts, tool results with accept/reject decisions, #API requests with detailed cost/duration/token counts, error tracking with retry attempts & tool decision patterns

📊 Track key metrics: token usage & costs, sessions/conversations per user, quota visibility (5-hour rolling windows), command duration (P95), request success rates & model distribution across #Sonnet and #Opus variants

📄 Academic research published documenting the approach to fighting unilateral surveillance through automated interaction

adnauseam.io/

🆓 Free and #opensource browser extension available for #Firefox, #Chromium-based browsers, #Opera, and #MicrosoftEdge

🌐 Serves as both a technical defense against bulk surveillance and a means of expressing discontent with privacy-disregarding ad networks

🔄 Creates an omnivorous click-stream that confuses ad networks' databases, making collected surveillance data meaningless

💡 Follows the obfuscation strategy of #TrackMeNot, shifting the power balance between trackers and tracked users

i’ve been on this planet for over 40 years, and i’ve never heard anyone ask for a specific nr of bread slices. a whole loaf, half a loaf, maybe a quarter, sure. but 8 slices? what is this, the butcher’s shop?
if i’d been the one behind the counter, i’d have asked if she wanted the crust cut off too

📺 Watch the full video: youtu.be/Y28JQzS6TlE...

🔗 extropic.ai/writing/the...

🔮 The Future: Z1 Scale-Up Coming next: Z1 chips with 250K+ interconnected Pits per chip. Powers energy-based models 10,000x more efficient than #GPUs for generative tasks. Check the new paper on Denoising Thermodynamic #Models!

📚 #OpenSource Kickstart Dive in with Thermal, the #Python library to simulate TSUs on GPUs. Build thermoAI algorithms now & collaborate!

💻 New Tech Unveiled Meet TSUs (Thermodynamic Sampling Units)! The X0 prototype chip proves these primitives work in silicon at room temp. Plus, XTR0 desktop kit for early researchers—available this fall.

🧠 Nature-Inspired Innovation At #Extropic rethinks hardware: Probabilistic computers using thermodynamic principles for massive efficiency. Core: "Pits" (probabilistic bits) that flicker between states for sampling probabilities.